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%pip install pandas numpy plotly ipykernel
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import pandas as pd
import plotly.express as px
import numpy as np
data=pd.read_csv("spotify-2023.csv")
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released_year_group=data.groupby("released_year")
max_streams=released_year_group["streams"].idxmax()
new_data=data.loc[max_streams]
graph = px.bar(new_data ,x="released_year" , y='streams').show(renderer="notebook")
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data["fire"] = data['energy_%']+data['acousticness_%']
fire_limit = np.median(data['fire'])
data["size"] = np.maximum(data["fire"],6)

px.scatter(data,x="streams", y = "fire", hover_data=["artist(s)_name","track_name"],color="fire", color_continuous_scale=["red" , "orange" , "yellow" ,"green" , "blue" , "cyan" ,"pink" , "purple"],size="size" ).show(renderer="notebook")
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data[data['artist(s)_name'].str.contains("Weeknd")]
Out[ ]:
track_name artist(s)_name artist_count released_year released_month released_day in_spotify_playlists in_spotify_charts streams in_apple_playlists ... mode danceability_% valence_% energy_% acousticness_% instrumentalness_% liveness_% speechiness_% fire size
24 Popular (with Playboi Carti & Madonna) - The I... The Weeknd, Madonna, Playboi Carti 3 2023 6 2 1945 87 115364561 74 ... Major 85 83 68 7 0 36 20 75 75
32 Creepin' The Weeknd, 21 Savage, Metro Boomin 3 2022 12 2 6036 88 843957510 113 ... Minor 71 17 61 36 0 8 5 97 97
47 Die For You The Weeknd 1 2016 11 24 2483 59 1647990401 68 ... Minor 59 51 52 9 0 15 7 61 61
48 Starboy The Weeknd, Daft Punk 2 2016 9 21 29536 79 2565529693 281 ... Major 68 49 59 16 0 13 28 75 75
49 Die For You - Remix Ariana Grande, The Weeknd 2 2023 2 24 3408 47 518745108 87 ... Minor 53 50 53 23 0 44 7 76 76
55 Blinding Lights The Weeknd 1 2019 11 29 43899 69 3703895074 672 ... Major 50 38 80 0 0 9 7 80 80
145 Stargirl Interlude The Weeknd, Lana Del Rey 2 2016 11 24 1275 32 611700552 13 ... Minor 59 52 48 38 5 10 11 86 86
164 Save Your Tears The Weeknd 1 2020 3 20 12688 13 1591223784 197 ... Major 68 61 82 2 0 50 3 84 84
175 Reminder The Weeknd 1 2016 11 25 6518 17 684675814 45 ... Major 71 40 50 16 0 16 22 66 66
269 Double Fantasy (with Future) The Weeknd, Future 2 2023 4 21 1169 0 96180277 36 ... Minor 60 10 57 1 0 50 3 58 58
288 I Was Never There The Weeknd, Gesaffelstein 2 2018 3 29 4188 15 705469769 30 ... Major 32 17 74 14 0 17 3 88 88
292 Call Out My Name The Weeknd 1 2018 3 29 11087 6 1449799467 151 ... Major 45 17 60 21 0 33 4 81 81
310 Save Your Tears (with Ariana Grande) (Remix) Ariana Grande, The Weeknd 2 2020 3 20 9161 5 1221813483 240 ... Major 65 63 79 3 0 10 3 82 82
325 The Hills The Weeknd 1 2015 5 27 25744 4 1947371785 122 ... Minor 36 12 57 9 0 14 8 66 66
371 After Hours The Weeknd 1 2020 2 19 8084 6 698086140 45 ... Minor 66 16 57 10 1 12 3 67 67
501 Sacrifice The Weeknd 1 2022 1 7 4440 0 326792833 81 ... Major 70 91 79 3 0 7 10 82 82
502 Is There Someone Else? The Weeknd 1 2022 1 7 2881 6 391251368 13 ... Minor 70 60 58 4 0 16 3 62 62
504 Out of Time The Weeknd 1 2022 1 7 3711 0 339659802 49 ... Minor 65 82 74 27 0 32 5 101 101
508 How Do I Make You Love Me? The Weeknd 1 2022 1 7 1915 0 119238316 7 ... Minor 80 62 51 2 0 9 8 53 53
509 Gasoline The Weeknd 1 2022 1 7 2297 0 116903579 11 ... Minor 74 35 73 0 0 21 5 73 73
511 Less Than Zero The Weeknd 1 2022 1 7 2800 0 200660871 18 ... Major 53 50 79 0 0 8 3 79 79
512 Take My Breath The Weeknd 1 2021 8 6 2597 0 130655803 17 ... Minor 70 35 77 1 0 26 4 78 78
514 Here We Go��� Again (feat. Tyler, the Cr The Weeknd, Tyler, The Creator 3 2022 1 7 1420 0 88103848 7 ... Major 41 27 64 36 0 60 3 100 100
515 Best Friends The Weeknd 1 2022 1 7 1292 0 101114984 3 ... Minor 49 49 59 44 0 35 21 103 103
517 I Heard You're Married (feat. Lil Wayne) The Weeknd, Lil Wayne 2 2022 1 7 1178 0 91656026 9 ... Major 75 85 84 10 0 31 19 94 94
521 Dawn FM The Weeknd 1 2022 1 7 811 0 53933526 1 ... Minor 27 10 49 62 0 49 5 111 111
523 Starry Eyes The Weeknd 1 2022 1 7 1014 0 74601456 1 ... Minor 28 13 41 50 0 19 3 91 91
525 One Right Now (with The Weeknd) The Weeknd, Post Malone 2 2021 11 5 4771 0 539595276 68 ... Major 68 72 78 4 0 7 5 82 82
532 Moth To A Flame (with The Weeknd) The Weeknd, Swedish House Mafia 2 2021 10 22 7495 17 611994237 114 ... Minor 56 16 67 0 0 11 4 67 67
538 Don���t Break My The Weeknd 1 2022 1 7 1184 0 63803529 1 ... Major 77 25 62 34 0 23 3 96 96
541 A Tale By Quincy The Weeknd 1 2022 1 7 733 0 41924466 0 ... Minor 46 55 50 71 0 10 11 121 121
552 Every Angel is Terrifying The Weeknd 1 2022 1 7 715 0 37307967 0 ... Major 44 52 94 11 0 4 29 105 105
564 You Right Doja Cat, The Weeknd 2 2021 6 24 5073 0 672656250 83 ... Major 83 44 62 2 0 8 6 64 64
568 Lost in the Fire The Weeknd, Gesaffelstein 2 2019 1 11 7731 2 686734357 110 ... Major 66 18 68 9 0 12 4 77 77
575 LA FAMA (with The Weeknd) The Weeknd, ROSAL� 2 2021 11 11 4640 3 374706940 81 ... Minor 77 82 30 95 0 13 5 125 125
577 Phantom Regret by Jim The Weeknd 1 2022 1 7 768 0 31959571 1 ... Minor 46 23 48 75 30 14 4 123 123
616 Take My Breath The Weeknd 1 2021 8 6 6392 0 432702334 174 ... Major 75 53 74 2 0 11 5 76 76

37 rows × 26 columns

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